How Many Data Points is a Prompt Worth?

15 March 2021

Papers citing "How Many Data Points is a Prompt Worth?"

50 / 192 papers shown

Title
Honey, I Shrunk the Language Model: Impact of Knowledge Distillation Methods on Performance and Explainability Daniel Hendriks Philipp Spitzer Niklas Kühl G. Satzger 27 1 0 22 Apr 2025
MKE-Coder: Multi-Axial Knowledge with Evidence Verification in ICD Coding for Chinese EMRs Xinxin You Xien Liu Xue Yang Ziyi Wang Ji Wu 44 0 0 19 Feb 2025
Has My System Prompt Been Used? Large Language Model Prompt Membership Inference Roman Levin Valeriia Cherepanova Abhimanyu Hans Avi Schwarzschild Tom Goldstein 120 1 0 14 Feb 2025
Zero-shot and Few-shot Learning with Instruction-following LLMs for Claim Matching in Automated Fact-checking Dina Pisarevskaya Arkaitz Zubiaga 48 0 0 18 Jan 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 74 18 0 17 Jan 2025
Chain-of-Translation Prompting (CoTR): A Novel Prompting Technique for Low Resource Languages Tejas Deshpande Nidhi Kowtal Raviraj Joshi LRM 47 1 0 31 Dec 2024
Fearful Falcons and Angry Llamas: Emotion Category Annotations of Arguments by Humans and LLMs Lynn Greschner Roman Klinger 83 2 0 20 Dec 2024
On the Privacy Risk of In-context Learning Haonan Duan Adam Dziedzic Mohammad Yaghini Nicolas Papernot Franziska Boenisch SILM PILM 61 36 0 15 Nov 2024
Label Set Optimization via Activation Distribution Kurtosis for Zero-shot Classification with Generative Models Yue Li Zhixue Zhao Carolina Scarton 27 0 0 24 Oct 2024
Decoding Large-Language Models: A Systematic Overview of Socio-Technical Impacts, Constraints, and Emerging Questions Zeyneb N. Kaya Souvick Ghosh 40 0 0 25 Sep 2024
Maximizing Relation Extraction Potential: A Data-Centric Study to Unveil Challenges and Opportunities Anushka Swarup Avanti Bhandarkar Olivia P. Dizon-Paradis Ronald Wilson D. Woodard 28 0 0 07 Sep 2024
The representation landscape of few-shot learning and fine-tuning in large language models Diego Doimo Alessandro Serra A. Ansuini Alberto Cazzaniga 88 4 0 05 Sep 2024
Can Reinforcement Learning Unlock the Hidden Dangers in Aligned Large Language Models? Mohammad Bahrami Karkevandi Nishant Vishwamitra Peyman Najafirad AAML 43 1 0 05 Aug 2024
Domain Adaptable Prescriptive AI Agent for Enterprise Piero Orderique Wei-Ju Sun Kristjan Greenewald 20 1 0 29 Jul 2024
Fine-Tuning Large Language Models with User-Level Differential Privacy Zachary Charles Arun Ganesh Ryan McKenna H. B. McMahan Nicole Mitchell Krishna Pillutla Keith Rush 26 11 0 10 Jul 2024
Mental Modeling of Reinforcement Learning Agents by Language Models Wenhao Lu Xufeng Zhao Josua Spisak Jae Hee Lee Stefan Wermter LLMAG LRM LM&Ro 27 3 0 26 Jun 2024
Defining and Detecting Vulnerability in Human Evaluation Guidelines: A Preliminary Study Towards Reliable NLG Evaluation Jie Ruan Wenqing Wang Xiaojun Wan AAML ELM 21 3 0 12 Jun 2024
LogicBench: Towards Systematic Evaluation of Logical Reasoning Ability of Large Language Models Mihir Parmar Nisarg Patel Neeraj Varshney Mutsumi Nakamura Man Luo Santosh Mashetty Arindam Mitra Chitta Baral LRM ReLM ELM 30 22 0 23 Apr 2024
Advances and Open Challenges in Federated Learning with Foundation Models Chao Ren Han Yu Hongyi Peng Xiaoli Tang Anran Li ... A. Tan Bo Zhao Xiaoxiao Li Zengxiang Li Qiang Yang FedML AIFin AI4CE 68 6 0 23 Apr 2024
Progressive Multi-modal Conditional Prompt Tuning Xiaoyu Qiu Hao Feng Yuechen Wang Wen-gang Zhou Houqiang Li VLM 29 1 0 18 Apr 2024
Effectively Prompting Small-sized Language Models for Cross-lingual Tasks via Winning Tickets Mingqi Li Feng Luo LRM 33 0 0 01 Apr 2024
Language Models for Text Classification: Is In-Context Learning Enough? A. Edwards Jose Camacho-Collados LRM 41 17 0 26 Mar 2024
$$\textit{LinkPrompt}$: Natural and Universal Adversarial Attacks on Prompt-based Language Models$ $\textit{LinkPrompt}$ : Natural and Universal Adversarial Attacks on Prompt-based Language Models Yue Xu Wenjie Wang SILM AAML 26 2 0 25 Mar 2024
CoIN: A Benchmark of Continual Instruction tuNing for Multimodel Large Language Model Cheng Chen Junchen Zhu Xu Luo Hengtao Shen Lianli Gao Jingkuan Song CLL 35 13 0 13 Mar 2024
Few-Shot Cross-Lingual Transfer for Prompting Large Language Models in Low-Resource Languages Christopher Toukmaji LRM 35 1 0 09 Mar 2024
Deep Prompt Multi-task Network for Abuse Language Detection Jian Zhu Yuping Ruan Jingfei Chang Wenhui Sun Hui Wan Jian Long Cheng Luo AAML 16 1 0 08 Mar 2024
Privacy-preserving Fine-tuning of Large Language Models through Flatness Tiejin Chen Longchao Da Huixue Zhou Pingzhi Li Kaixiong Zhou Tianlong Chen Hua Wei 29 5 0 07 Mar 2024
Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance Branislav Pecher Ivan Srba M. Bieliková ALM 39 7 0 20 Feb 2024
How Secure Are Large Language Models (LLMs) for Navigation in Urban Environments? Congcong Wen Jiazhao Liang Shuaihang Yuan Hao Huang Yi Fang AAML 30 5 0 14 Feb 2024
Scalable Interactive Machine Learning for Future Command and Control Anna Madison Ellen R. Novoseller Vinicius G. Goecks Benjamin T. Files Nicholas R. Waytowich Alfred Yu Vernon J. Lawhern Steven Thurman Christopher Kelshaw Kaleb McDowell 27 4 0 09 Feb 2024
Cheap Learning: Maximising Performance of Language Models for Social Data Science Using Minimal Data Leonardo Castro-Gonzalez Yi-Ling Chung Hannak Rose Kirk John Francis Angus R. Williams Pica Johansson Jonathan Bright 42 1 0 22 Jan 2024
Building Efficient Universal Classifiers with Natural Language Inference Moritz Laurer W. Atteveldt Andreu Casas Kasper Welbers 33 8 0 29 Dec 2023
Automating Governing Knowledge Commons and Contextual Integrity (GKC-CI) Privacy Policy Annotations with Large Language Models Jake Chanenson Madison Pickering Noah J. Apthorpe 15 0 0 03 Nov 2023
Evaluating Subjective Cognitive Appraisals of Emotions from Large Language Models Hongli Zhan Desmond C. Ong Junyi Jessy Li 74 7 0 22 Oct 2023
Revisiting Instruction Fine-tuned Model Evaluation to Guide Industrial Applications Manuel Faysse Gautier Viaud C´eline Hudelot Pierre Colombo 30 9 0 21 Oct 2023
Tree Prompting: Efficient Task Adaptation without Fine-Tuning John X. Morris Chandan Singh Alexander M. Rush Jianfeng Gao Yuntian Deng VLM LRM 17 17 0 21 Oct 2023
Enhancing Zero-Shot Crypto Sentiment with Fine-tuned Language Model and Prompt Engineering Rahman S. M. Wahidur Ishmam Tashdeed Manjit Kaur Heung-No Lee ALM 25 17 0 20 Oct 2023
AutoMix: Automatically Mixing Language Models Pranjal Aggarwal Aman Madaan Ankit Anand Srividya Pranavi Potharaju Swaroop Mishra ... Karthik Kappaganthu Yiming Yang Shyam Upadhyay Manaal Faruqui Mausam 40 17 0 19 Oct 2023
Understanding prompt engineering may not require rethinking generalization Victor Akinwande Yiding Jiang Dylan Sam J. Zico Kolter VLM VPVLM 115 7 0 06 Oct 2023
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction Oscar Sainz Iker García-Ferrero Rodrigo Agerri Oier López de Lacalle German Rigau Eneko Agirre 30 75 0 05 Oct 2023
Prompting-based Temporal Domain Generalization Sepidehsadat Hosseini Mengyao Zhai Hossein Hajimirsadegh Frederick Tung AI4TS AI4CE OOD 20 0 0 03 Oct 2023
RelBERT: Embedding Relations with Language Models Asahi Ushio Jose Camacho-Collados Steven Schockaert KELM 22 1 0 30 Sep 2023
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs Jonas Golde Patrick Haller Felix Hamborg Julian Risch A. Akbik 38 8 0 18 Sep 2023
FIAT: Fusing learning paradigms with Instruction-Accelerated Tuning Xinyi Wang John Wieting J. Clark CLL ALM 24 1 0 09 Sep 2023
Fine-grained Affective Processing Capabilities Emerging from Large Language Models Joost Broekens Bernhard Hilpert Suzan Verberne Kim Baraka Patrick Gebhard Aske Plaat AI4MH 31 12 0 04 Sep 2023
V2A-Mapper: A Lightweight Solution for Vision-to-Audio Generation by Connecting Foundation Models Heng Wang Jianbo Ma Santiago Pascual Richard Cartwright Weidong (Tom) Cai VGen 19 37 0 18 Aug 2023
Advancing Relation Extraction through Language Probing with Exemplars from Set Co-Expansion Yerong Li Roxana Girju 28 0 0 18 Aug 2023
Controllable Generation of Dialogue Acts for Dialogue Systems via Few-Shot Response Generation and Ranking Angela Ramirez Karik Agarwal Juraj Juraska Utkarsh Garg M. Walker 27 5 0 26 Jul 2023
PromptMagician: Interactive Prompt Engineering for Text-to-Image Creation Yingchaojie Feng Xingbo Wang Kamkwai Wong Sijia Wang Yuhong Lu Minfeng Zhu Baicheng Wang Wei-Neng Chen DiffM 13 74 0 18 Jul 2023
Soft Prompt Tuning for Augmenting Dense Retrieval with Large Language Models Zhiyuan Peng Xuyang Wu Qifan Wang Yihan Fang VLM RALM 38 11 0 17 Jul 2023